Product Management IRL

Product Management IRL

Backstories

The Line Between AI-First and AI Theater - Follow Up Story

Letting product ownership be your guide

Amy Mitchell's avatar
Amy Mitchell
Mar 27, 2026
∙ Paid

What happened after writing a recent Product Management IRL article? These insights are for paid subscribers to Product Management IRL.

This week’s backstory is about handling AI when it touches your product:

The Line Between AI-First and AI Theater

The Line Between AI-First and AI Theater

Amy Mitchell
·
Jan 20
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What Prompted This Article?

I got a comment on LinkedIn from Matthew Skelton, author of Team Topologies, about product managers drifting into AI Theater instead of using AI to improve our work:

Matthew’s comment resonated because product managers are conducting high-risk product experiments with AI. The risk comes from:

  • security gaps

  • intellectual property exposed to competitors

  • AI model mistakes

Matthew hit on another issue: AI experiments that don’t improve the outcome for the customer.

I saw this on a recent vibe coding experiment with the free resources for this newsletter. AI suggested adding alerts if the content gets older than 3 months. I almost made this code change.

Luckily, I took a break and remembered this is unnecessary.

I wrote this article to give thinking tools to product managers when AI-first overtakes our product instincts.

What Happened After This Article?

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